{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "任务3：\n",
    "输入1（cycle）2（EMG_retus_femoris_l=emg_rf_l）3（EMG_lat_hams_l=emg_lh_l），输出 7（LKneeAngle = ka_l）\n",
    "分四类，每类抽一个为测试集\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda:0\n",
      "cuda:0\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import random\n",
    "import scipy.io as scio\n",
    "import numpy as np\n",
    "from visdom import Visdom\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import sys\n",
    "import torch.nn.init as init\n",
    "from torchsummary import summary\n",
    "from torchvision import transforms\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "import datetime\n",
    "#import tool\n",
    "from tool import *\n",
    "import torch.nn.functional as F\n",
    "device=torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
    "print(device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting up a new session...\n",
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      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n"
     ]
    }
   ],
   "source": [
    "# 可视化\n",
    "timeForSave = datetime.datetime.now().strftime('%Y_%m_%d_%H_%M_%S')\n",
    "Visdom_Dir = 'G:\\科研学习\\肌电信号\\Code\\musle force\\Visdom\\\\'\n",
    "if not os.path.exists(Visdom_Dir):\n",
    "    os.makedirs(Visdom_Dir)\n",
    "image_Dir ='/mnt/data/ZP_Project/Muscle/muscle/image_Mission1_FC_seperate'\n",
    "if not os.path.exists(image_Dir):\n",
    "        os.makedirs(image_Dir)\n",
    "# image_Dir ='G:\\科研学习\\肌电信号\\Code\\musle force\\image_Mission3_FC\\\\'\n",
    "# if not os.path.exists(image_Dir):\n",
    "#         os.makedirs(image_Dir)\n",
    "\n",
    "class visdom_account:\n",
    "    def __init__(self):\n",
    "        self.port = 8097\n",
    "        self.server = \"http://localhost\"\n",
    "        self.base_url = \"/\"\n",
    "        self.username = \"admin\"\n",
    "        self.passward = \"1234\"\n",
    "        self.evns = \"Muscle\"\n",
    "\n",
    "\n",
    "viz_acnt = visdom_account()\n",
    "\n",
    "viz = Visdom(env=viz_acnt.evns, log_to_filename=Visdom_Dir +\n",
    "             'vislog_'+timeForSave)\n",
    "viz.delete_env('Muscle')  # 删除环境\n",
    "\n",
    "# viz.text('MONITOR: Show train process~~', win='Monitor',\n",
    "#          opts={'title': 'ProcessMonitor', },)\n",
    "# viz1.text('MONITOR: Show train process~~', win='Monitor',\n",
    "#           opts={'title': 'ProcessMonitor', },)\n",
    "viz = Visdom(env=viz_acnt.evns, log_to_filename=Visdom_Dir +\n",
    "             'vislog_'+timeForSave)\n",
    "viz1 = Visdom(env=viz_acnt.evns,\n",
    "              log_to_filename=Visdom_Dir+'vislog_'+timeForSave)\n",
    "viz_batch = []\n",
    "for i in range(32):\n",
    "    viz_batch.append(Visdom(env=viz_acnt.evns, log_to_filename=Visdom_Dir +\n",
    "             'vislog_'+timeForSave))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the searching word is :Fast\n",
      "Transformed_redacted_GIL12_Fast2.mat\n",
      "Transformed_redacted_GIL04_Fast2.mat\n",
      "Transformed_redacted_GIL02_Fast3.mat\n",
      "Transformed_redacted_GIL11_Fast2.mat\n",
      "Transformed_redacted_GIL08_Fast1.mat\n",
      "Transformed_redacted_GIL06_Fast3.mat\n",
      "Transformed_redacted_GIL03_xFast2.mat\n",
      "Transformed_redacted_GIL01_Fast5.mat\n",
      "the searching word is :Free\n",
      "Transformed_redacted_GIL02_Free2.mat\n",
      "Transformed_redacted_GIL04_Free3.mat\n",
      "Transformed_redacted_GIL03_Free4.mat\n",
      "Transformed_redacted_GIL11_Free1.mat\n",
      "Transformed_redacted_GIL12_Free4.mat\n",
      "Transformed_redacted_GIL06_Free2.mat\n",
      "Transformed_redacted_GIL01_Free4.mat\n",
      "Transformed_redacted_GIL08_Free1.mat\n",
      "the searching word is :XSlow\n",
      "Transformed_redacted_GIL03_XSlow1.mat\n",
      "Transformed_redacted_GIL11_XSlow1.mat\n",
      "Transformed_redacted_GIL08_XSlow2.mat\n",
      "Transformed_redacted_GIL06_XSlow1.mat\n",
      "Transformed_redacted_GIL01_XSlow2.mat\n",
      "Transformed_redacted_GIL04_XSlow1.mat\n",
      "Transformed_redacted_GIL02_XSlow2.mat\n",
      "Transformed_redacted_GIL12_XSlow1.mat\n",
      "the searching word is :slow\n",
      "Transformed_redacted_GIL12_slow4.mat\n",
      "Transformed_redacted_GIL04_slow3.mat\n",
      "Transformed_redacted_GIL06_slow2.mat\n",
      "Transformed_redacted_GIL08_slow4.mat\n",
      "Transformed_redacted_GIL03_slow3.mat\n",
      "Transformed_redacted_GIL11_slow2.mat\n",
      "Transformed_redacted_GIL01_slow3.mat\n",
      "Transformed_redacted_GIL02_slow1.mat\n"
     ]
    }
   ],
   "source": [
    "#读取并合并\n",
    "#尝试直接把数据相加\n",
    "Dir = '/mnt/data/ZP_Project/Muscle/muscle/Transed_Data/'\n",
    "filenames = os.listdir('/mnt/data/ZP_Project/Muscle/muscle/Transed_Data')\n",
    "# Dir = 'G:\\科研学习\\肌电信号\\Code\\musle force\\Transed_Data\\\\'\n",
    "# filenames = os.listdir('G:\\科研学习\\肌电信号\\Code\\musle force\\Transed_Data')\n",
    "\n",
    "set = []\n",
    "key_words =['Fast','Free','XSlow','slow']\n",
    "for word in key_words:\n",
    "    data_rf = []\n",
    "    data_lh = []\n",
    "    data_kal = []\n",
    "    print('the searching word is :'+str(word))\n",
    "    for i in range(len(filenames)):\n",
    "        filename = filenames[i]\n",
    "        if word in filename:\n",
    "            print(filename)\n",
    "            data = scio.loadmat(Dir + str(filename))\n",
    "            #print(data.keys())  #dict_keys(['__header__', '__version__', '__globals__', 'cyc', 'emg_lh_l', 'emg_rf_l', 'ka_l', 'mf_bm_l', 'mf_rf_l'])\n",
    "            filenames[i] = 'None'   #置None是为了不重复读取数据\n",
    "            data1 = data['emg_rf_l']\n",
    "            #data1 = data1.squeeze()\n",
    "            data2 = data['emg_lh_l']\n",
    "            data3 =  data['ka_l']\n",
    "            #data2 = data2.squeeze()\n",
    "            data_rf.append(data1)\n",
    "            data_lh.append(data2)\n",
    "            data_kal.append(data3)\n",
    "\n",
    "    data_rf = np.array(data_rf)\n",
    "    data_lh = np.array(data_lh)\n",
    "    data_kal = np.array(data_kal)\n",
    "    set.append(MuscleData2(data_rf,data_lh,data_kal))\n",
    "\n",
    "    # sampel = next(iter(set))\n",
    "    # print(sampel,'\\nnnnnnn')\n",
    "\n",
    "# train_dataset, test_dataset = torch.utils.data.random_split(set,[28,4])\n",
    "\n",
    "# train_loader =torch.utils.data.DataLoader(train_dataset, batch_size=2, shuffle=True, pin_memory=False)\n",
    "# test_loader =torch.utils.data.DataLoader(test_dataset, batch_size=1, shuffle=True, pin_memory=False)\n",
    "# train_test_loader = torch.utils.data.DataLoader(set, batch_size=1, shuffle=True, pin_memory=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"此代码块为Net训练\"\"\"\n",
    "Net = []\n",
    "train_loader =[]\n",
    "test_loader = []\n",
    "\n",
    "for i in range(4):\n",
    "        net = FC_Net2()\n",
    "        net.apply(weights_init)\n",
    "        net.to(device)\n",
    "        Net.append(net)\n",
    "        train_set,test_set = torch.utils.data.random_split(set[i],[len(set[i])-1,1]) \n",
    "        train_loader.append(torch.utils.data.DataLoader(train_set, batch_size=4, shuffle=True, pin_memory=False))\n",
    "        test_loader.append(torch.utils.data.DataLoader(test_set, batch_size=1, shuffle=True, pin_memory=False))\n",
    "\n",
    "\n",
    "criterion = torch.nn.MSELoss()\n",
    "epoch_num = 8000\n",
    "for i in range(4):\n",
    "        optimizer = torch.optim.SGD(Net[i].parameters(),\n",
    "        lr=0.0000015,momentum=0.9)\n",
    "        vizx = 0\n",
    "        #开始训练\n",
    "        for epoch in range(epoch_num):\n",
    "                #n = 0   #此n用于visdom画图。每个epoch对每个样本进行画图\n",
    "                for batch in train_loader[i]:\n",
    "                        vizx+=1\n",
    "                        data,data2,label = batch\n",
    "                        data = torch.as_tensor(data)\n",
    "                        data2 = torch.as_tensor(data2)\n",
    "                        data = data.type(torch.FloatTensor)\n",
    "                        data2 = data2.type(torch.FloatTensor)\n",
    "                        \n",
    "                        #print(data.shape)       #torch.Size([1, 101, 1])\n",
    "                        label =torch.as_tensor(label)\n",
    "                        label = label.squeeze(2)\n",
    "                        #print(label.shape)\n",
    "                        label = label.type(torch.FloatTensor)\n",
    "                        data = data.cuda()\n",
    "                        data2 = data2.cuda()\n",
    "                        label = label.cuda()\n",
    "                        #print(data.shape)\n",
    "                        pred = Net[i](data,data2)\n",
    "                        #print(pred.shape)\n",
    "                        #print(label.shape)\n",
    "                        #pred = pred.reshape(-1,101,1)    #CNN徐，FC时注释掉\n",
    "                        #print('pred',pred.shape)\n",
    "                        #print('label',label.shape)     #label torch.Size([101, 1])\n",
    "                        loss = criterion(pred,label)\n",
    "                        \n",
    "                        optimizer.zero_grad()\n",
    "                        loss.backward()\n",
    "                        #viz.line([float(loss)],[vizx],win='loss', name='loss-batch', update='append')\n",
    "                        viz_batch[i].line([float(loss)],[vizx],win='loss'+str(i), name='loss'+str(i), update='append',opts=dict(title='loss'+str(i)))\n",
    "                        optimizer.step()\n",
    "                        #n +=1\n",
    "                        #print(loss)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0th class\n"
     ]
    },
    {
     "data": {
      "image/png": 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j6upaaMfKi8OHD1OnTh2mTZvGiBEjrBqLptm7rKwsWrVqRUxMDIcOHaJ06dJ5fqzJZCI0NJRSpUqxc+dOlFKFGOm9U0pFiEj4re4rUS35WbNmsX//fj744AOrJ3iA2rVrU7ZsWX3yVdOKwMcff8yuXbv4+uuv7ynBAzg4OPDiiy+ye/dutmzZUkgRFo4S05JPTk6mVq1aVKhQgW3bttnMJ/GgQYPYsGED586ds5mYNM3eHDx4kMaNG9O3b1/mzZuXr31cv36dChUq0L59e3755RcLR1gwJb4lLyKMHDmSixcv8umnn9pUMu3QoQMXLlzgyJEj1g5F0+xSWloagwcPxtfXl6+++irf+/Hw8ODpp59m8eLFxeo8WolI8l9//TVz5szh3XffpWXLltYO5286duwI6P7ymlZYxo4dy/79+5kxYwYFnQRx5MiRiAjz58+3UHSFz+6T/I4dO3jxxRfp3bs3r71me+uWVK1alQoVKrB+/Xprh6JpdmflypV89tln/Otf/7LIJISVKlUiPDychQsXWiC6omHXSf7UqVP079+fkJAQZs2aVaSTkOWVUoqOHTuyfv16TCaTtcPRNLtx+fJlhg0bRlhYmEUnGuvXrx+7du3i9OnTFttnYbK9rGchS5YsoVGjRly7do0FCxbg52e7S8x26NCB+Ph4Dh48aO1QNM0uJCcn89BDD5GQkMCcOXMsuqxnv379AGzu5Ovt2FWST09P58CBA7z00ks88MADVK1alT179tCkSRNrh3ZHHTp0AHRdXtMs4fr16/Tp04dt27bx448/EhYWZtH916hRg3r16hWbko1dJPkVK1ZQu3ZtPD09qV+/PhMnTmT06NFs2bKlSJb0K6iKFStSrVo1neQ1rYDS0tLo27cvGzduZNasWTz88MOFcpx+/fqxZcsWLl68WCj7tyQnawdgCQEBAdSpU4f+/ftTp04dGjZsSGhoqLXDuicdO3Zk3rx5ZGVl4eRkF2+Lpt2z1NRUpk+fzpEjR8jOziY7O5vy5cvTsWNHmjZtiouLy20fu27dOl555RX27t3L9OnTGTx4cKHF2a9fP8aNG8fixYt5+umnC+04llBiBkPZuvnz5zNgwAC2bt1qc908Na2wZWVlMXPmTMaNG8fZs2fx9fXFyckJBwcHYmNjERE8PDxo1aoVLVu2pEWLFpQrV474+HhiY2OZOXMmK1eupGLFikycODGnbl5YRITatWtTsWJF1qxZU6jHyos7DYbSTUYb0alTJ5RSrFmzRid5rURJTk6mU6dO7Ny5k+bNmzNr1qyc81QA8fHxbNy4kfXr17N582bef//9f/RE8/Pz45NPPmHMmDEWPcl6O0qpnOUB4+PjrT7Z4Z3olrwNCQ8Px8PDQy/wrZUYJpOJhx9+mF9//ZWZM2cyePDgu45IT05OZteuXVy9epWgoCACAwOpVKkSHh4eRRS1YdeuXTRr1owffviBIUOGFOmxb6Zb8sVE586dmTBhAklJSXh7e1s7HE0rdG+//TaLFi3i008/zXOi9PLy+ltL31qaNGlCYGAgq1evtnqSvxOL9a5RSjkqpfYqpZaZr1dRSu1QSh1XSs1TSt3+jIkGQJcuXcjKymLjxo3WDkXTCt28efN47733GDFixD3N7W4rHBwc6NKlC6tXr7bpgYyW7EL5PHA41/UPgU9FpDpwFdATpt9F69atcXNzY+3atdYORdMK1eXLl3nyySdp06YNX3/9tU1NGngvunbtyqVLlzhw4IC1Q7ktiyR5pVR5oBcwzXxdAR2BG8uozAQetMSx7Jmbmxtt27a1ibP1mlaYxo8fT2pqKtOmTbtjt0hb17VrVwBWrVpl5Uhuz1It+c+AV4Eb31kCgAQRyTJfPwuE3OqBSqmRSqndSqndsbGxFgqn+OrSpQtRUVGcO3fO2qFoWqH4888/mTx5MsOGDaNWrVrWDqdAypUrR1hYmH0neaVUb+CyiETk5/EiMlVEwkUkvKDTgNqDzp07A8bADk2zR++88w5gnHS1B926dWPz5s2kpKRYO5RbskRLvjVwv1LqFDAXo0zzOeCrlLrRe6c8oJumedCgQQOCgoJ0yUazS4cPH2bmzJmMHj2aChUqWDsci+jatSsZGRk222GiwEleRMaKSHkRqQwMBH4XkcHAeuDGxBFDgV8LeqySwMHBgU6dOrFmzRqbPmOvafnx5ptv4uHhweuvv27tUCymbdu2uLm5sXr1amuHckuFOUHZv4H/U0odx6jRTy/EY9mVnj17cunSJSIi8lUB0zSbdOLECRYuXMjzzz9f4BWabIm7uzvt27e32bq8RZO8iGwQkd7m30+KSDMRqS4i/UUk3ZLHsmc9e/bEwcGBpUuXWjsUTbOYqVOn4ujoyDPPPGPtUCyua9euREdH2+RCInYx1bC9CQgIoFWrVjrJa3YjIyOD77//nj59+hAScsuOdsXaja6Utliy0UneRvXu3ZvIyEjOnj1r7VA0rcAWLVpEbGwso0aNsnYohaJu3boEBwfb5EBGneRtVJ8+fQBYtmyZlSPRtIKbMmUKlStXzmnx2hulFJ07d2bdunU212FCJ3kbFRoaStWqVXXJRiv2oqOj2bBhAyNHjsTBwX5TTpcuXYiLiyMyMtLaofyN/b7ixZxSij59+rBu3TqbHWShaXkxdepUnJyceOKJJ6wdSqG6MZDR1sa46CRvw/r06UN6erpN1vk0LS/S09OZOXMmffv2pWzZstYOp1AFBwcTFhZmc/+vOsnbsLZt21KqVCldl9eKrRUrVnDlyhW7b8Xf0KVLF/744w9SU1OtHUoOneRtmIuLC927d2fp0qVkZ2dbOxxNu2ezZ88mKCiILl26WDuUItGlSxfS09PZvHmztUPJoZO8jevfvz+XLl1i/fr11g5F0+5JYmIiS5cuZcCAATg5lYxF6Nq1a4ezs7NN1eV1krdxvXv3xsfHhx9++MHaoWjaPVm0aBFpaWkMGjTI2qEUGU9PT1q1amVTdXmd5G2cm5sb/fv3Z+HChbqXjVaszJ49mypVqtCiRQtrh1KkunTpwt69e7GV9TF0ki8GHnvsMVJSUvj1Vz2Rp1Y8XLx4kbVr1zJo0KBiu7Rfft04/2ArrXmd5IuBNm3aUKlSJV2y0YqN+fPnYzKZGDx4sLVDKXJNmjQhKCiI3377zdqhAFAyzoYUcw4ODgwePJgPPviAixcv2n1/Y1sUExPDzp072bNnD4cOHaJ06dKEhoZSp04dOnbsiLu7u7VDtCmzZ8+mYcOGhIaGWjuUIufo6EjPnj1ZunQpWVlZVj/prFvyxcSQIUMwmUzMnTvX2qGUKAcPHuShhx6iatWqDBw4kM8++4zTp0+zfPlyXn31VXr37k3NmjWZPn06WVlZd99hCXDixAl27NhRok643qx3795cuXKF7du3WzsUneSLi9DQUJo0aaJLNkUkLi6OwYMHU79+fdatW8fbb7/N3r17SUpKYv/+/Vy8eJErV66wfPlyQkJCePLJJwkLC2PLli3WDt3q5s2bB8CAAQOsHIn1dO3aFScnJ9sYyCgiNnNp0qSJaLf31VdfCSBbtmyxdih2bceOHVKhQgVxdXWVsWPHSnx8/B23N5lM8ssvv0jVqlXF1dVV5s+fX0SR2qZ69epJmzZtrB2G1XXq1Enq1q1bJMcCdstt8qpuyRcjw4YNw9/fn48++sjaodglEWHKlCm0adMGR0dHtm7dyvjx4/H397/j45RS9O3bl507dxIeHs4jjzzChAkTMP73SpZDhw5x4MABBg4caO1QrK53794cOnSImJgYq8ZR4CSvlKqglFqvlIpSSh1SSj1vvt1fKbVGKXXM/NOv4OGWbJ6enjz77LP8+uuvREdHWzscuyIivPbaazzzzDN07tyZiIgIGjdufE/7CAgIYO3atfTv35+XX36ZcePGFU6wNmzu3Lk4ODjw8MMPWzsUq+vduzeA9XvZ3K6Jn9cLEAw0Nv/uDRwF6gAfAa+Zb38N+PBu+9Llmru7fPmyuLm5yYgRI6wdit0wmUzy3HPPCSDPPPOMZGdnF2h/2dnZ8sQTTwggM2fOtFCUts9kMkn16tWlc+fO1g7FZtSqVUu6du1a6MfhDuUai9fVgV+BLsARIFj++iA4crfH6iSfN6NHjxYXFxc5d+6ctUMp9rKzs2XkyJECyAsvvCAmk8ki+01PT5cOHTqIs7OzbNq0ySL7tHW7d+8WQKZNm2btUGzGSy+9JC4uLpKYmFioxymyJA9UBk4DpYCEXLer3NdvesxIYDewu2LFioX6QtiLEydOiIODg7z66qvWDqVYM5lM8swzzwggY8eOtViCv+HKlStSq1YtCQgIkGPHjll037bopZdeEmdn57ueqC5J1q9fL4AsWLCgUI9TJEke8AIigIfM1xNuuv/q3fahW/J5N2DAAPH29pZLly5ZO5Ria+zYsQLIK6+8YvEEf8OxY8fE399fGjRoIKmpqYVyDFuQnZ0t5cuXl969e1s7FJuSkZEhZcqUkQceeKBQj1PoSR5wBlYB/5frNl2uKUSHDx8WZ2dnGTRokLVDKZY++OADAWTUqFGFluBvWLp0qQDy/PPPF+pxrGnDhg0CyE8//WTtUGzOK6+8Io6OjnLhwoVCO0ahJnlzKWYW8NlNt39804nXj+62L53k781bb70lgKxcudLaoRQr33zzjQDy6KOPSlZWVpEc88aJ3aVLlxbJ8Yra8OHDxcvLS1JSUqwdis05fPiwAPLhhx8W2jEKO8m3AQTYD0SaLz2BAGAdcAxYC/jfbV86yd+b1NRUqVmzplSpUkX/c+XRnDlzRCklvXr1koyMjCI7bmpqqjRo0EACAwPt7oR5SkqKeHt7yxNPPGHtUGxW69atpVatWoX2rbFIe9cU5KKT/L278TX53//+t7VDsXm//fabODk5Sbt27eT69etFfvzDhw+Lh4eHdO3atdBLREVp9uzZAsj69eutHYrN+u677wSQzZs3F8r+dZK3c8OHDxdHR0dZvny5tUOxWRs2bBA3Nzdp3LixXLt2zWpxfP311wLI1KlTrRaDpXXr1k0qVqxY4PEF9iwpKUm8vLwK7duOTvJ2LjExURo3biweHh6ybds2a4djczZt2iQeHh4SGhoqly9ftmos2dnZ0qlTJ/Hy8pKYmBirxmIJ586dEwcHB3njjTesHYrNGzFihHh6ehZKn/k7JXk9d40d8Pb2Zvny5QQHB9OrVy8OHz5s7ZBsxubNm+nRowcVK1bk999/JygoyKrxODg4MH36dABGjBiByWSyajwFNXv2bEwmE4899pi1Q7F5I0aMICUlhe+++65oD3y77G+Ni27JF8yJEyekbNmyEhISIrt27bJ2OFa3ceNG8fLykpo1a8r58+etHc7fTJ06VQD56quvrB1KvplMJgkLC5MWLVpYO5RiwWQySefOnW/5LW7JkiVy5cqVfO8bXa4pOSIjI6VChQri7Owsn3zySYmtk86ePVtcXFykdu3aNtmbxWQySbdu3cTDw6PYjobduXOnADJp0iRrh1JsnDp1Sry9vaVjx445/5vr168XJycnefrpp/O9X53kS5j4+Hjp27evANK1a1c5ePCgtUMqMiaTScaPHy+AtGvXrkCto8J25swZ8fHxkdatWxdZf31LGjJkiHh5eVn1RHZxdGOcxtdffy0nTpwQf39/CQ0NlYSEhHzvUyf5EshkMsnkyZPFy8tLAOnXr5/s3bvX2mEVqvj4eHnkkUcEkEGDBklaWpq1Q7qrH374QQD5+OOPrR3KPblw4YI4OzvLv/71L2uHUuyYTCbp0qWLeHp6SsWKFcXHx6fA3+Z0ki/B4uLi5M033xQfHx8BpGnTpvLFF19YvZeJpa1evVrKlSsnTk5OMn78+GJTpjKZTNK3b19xcXEpVt+4xo0bJ4AcPXrU2qEUS1FRUeLs7CwYA0klJCREJk6cmO/96SSvydWrV2XChAnSsGFDAcTR0VE6d+4sU6ZMkYsXL1o7vHyLjo6WwYMHCyChoaESERFh7ZDu2aVLlyQoKKjYTGKWlpYmZcqUkZ49e1o7lGJpx44dUr16dQHkxRdflIkTJ8qQIUPkxx9/zPc+dZLX/ubAgQPy2muvSY0aNQQQBwcH6dChg0yZMkViY2OtHd5dZWdny/bt22XIkCHi4OAgHh4e8tprr1llFKulLFu2TAAZPXq0tUO5qxslJj1n0r05d+6cvPnmm+Lo6CgVK1aUDRs2WGzfd0ryyrjfNoSHh8vu3butHUaJISIcPHiQBQsWMG/ePI4cOYKjoyM9e/bkiSeeoFevXri4uFg7TNLT0zl27BhRUVFs2rSJxYsXc+7cOTw8PBgzZgwvv/wypUuXtnaYBfbKK6/wySef8PPPP9vs8nkiQrNmzUhOTiYqKgqllLVDKlJZWVlcu3aNzMxMsrOzMZlMODs74+LigrOzMwAmk4nMzEwuXLjAmTNnOHr0KIsXL2bTpk2ICIMGDWLSpEn4+vpaLC6lVISIhN/yPp3kNTD+efft28ecOXP44YcfuHDhAoGBgQwdOpRRo0ZRo0aNAu0/KyuL06dPc/z4cc6fP09sbCyxsbEkJSWRlpZGWloa6enpZGRkkJGRQUpKClevXiUhIYHLly+TnZ0NgLu7O927d6dv37707t0bPz/7WTo4IyODtm3bEh0dzd69e6lataq1Q/qH33//nU6dOjFp0iRGjx5t7XAKRUZGBnv37mXXrl1ER0dz5MgRTp48SVxcHImJifnaZ2hoKAMHDmTAgAHUqlXLwhHrJK/do6ysLNasWcP06dP59ddfycrKonPnzowePZo+ffrg5OR0x8dnZmYSERHBzp072b17NxERERw9epSsrKy/befi4kKpUqVwd3fHzc0NV1dXXF1dcXFxwcPDAz8/P3x9fSlbtix16tShTp061KpVCzc3t8J8+lYVExNDo0aNqFKlCps2bcLb29vaIeUwmUyEh4cTHx/PkSNH7OZ9EBEOHDjAsmXLWL16NTt37iQ1NRUwRpPXqlWLGjVqEBQUREBAAL6+vjg7O+Po6IiDgwNZWVk5jROlFEopHB0dCQ4OpkKFClSqVIng4OBC/dajk7yWbxcuXGD69OlMnTqVM2fOUL58eUaNGsWIESMIDg4GIDs7m4iICNauXcuGDRvYunUrKSkpAJQtW5bw8HDCwsKoUaMG1atXp3z58gQFBeHl5VXivu7nxYoVK+jTpw9dunRh6dKld/1QLSozZ85k2LBh/PTTTwwaNMja4RSIiLBjxw7mzZvHwoULOXPmDACNGzemXbt2tG7dmhYtWhASElIs/kbvlOStfrI190WfeLVdmZmZsnjxYunatWtO75wGDRpIq1atcrpnAlKvXj159tln5eeff5azZ89aO+xi68aAmSeffNImpiVOSUmRkJAQadq0abHpnnorUVFRMnbsWKlcubIA4uLiIvfff79MmzatUFduKmzc4cSrbTQRrCQtLY2YmBhiYmK4ePEily9fzqkTX79+nevXr5OVlWV0QwKcnJxwcXHBxcUFd3d3vLy88PT0xNvbm1KlSuVcfHx8ci7e3t54e3vnnJQpjrKysoiKiuLcuXMEBARQpkwZLl26xL59+4C/6uTPPfcc3bt3LxYtH1s3cuRI/vzzT8aPH09ISAhvv/22VV/XCRMmcO7cOebOnYuDQ/Ga1/DixYvMmzePH3/8kd27d+Pg4ECXLl0YN24cDz74ID4+PtYOsVCVmHLN5cuX2bJlC3v27CEyMpJ9+/blfEXLzcPDg1KlSuHp6Ym7uztOTk45/1zZ2dlkZGSQnp5OamoqycnJpKSkkJfX0M3NDS8vL7y9vfHw8MDd3T2nFu3i4pJTi3Z2ds65ODk55fx+435XV9ecx+b+oLmx71KlSuHt7Y2Xl9c9fc03mUxcuXKFixcvcuLECY4dO8bRo0eJjIxk//79pKenA1CuXDnatm1Lhw4daNeuHYcOHWL27Nn89ttvZGRkUK5cObp370737t1p3769XfR6KWzXrl3jzJkznD9/ngsXLnDhwgWuXLlCUlISq1ev5uTJk4SGhtKuXTv8/PyoWrUqVapUoU6dOpQrV67Q4zt9+jR16tShW7duLFy4sNCPZwlxcXEsWbKEuXPnsm7dOkwmE40aNeKxxx7j0UcfpWzZspY72IkTsHw5/P47XLgA8fFw7RqUKwfVqkGNGtCtG7RrB46OljtuLiWyJp+YmMjatWtZvXo1GzduJDo6GgBHR0dq165Nw4YNqVmzJtWqVaNq1aqUK1eOoKAgPDw87uk4IsL169dJTEzk2rVrJCUlce3aNa5du0ZiYmLO7cnJyTmXlJQUUlNTSU1NJS0tLeeDIyMjg8zMzJxLVlZWzu/p6el5+jDJzc3FBS9XV9ydnHB3csLNyQlH84khgLTsbFKzs0nJyCA+OTmnB8sNAQEB1K9fn8aNG9OoUSNatmxJlSpVbtmiTEhIYPHixSxfvpzVq1dz7do1ACpWrEjTpk0JCwujcuXKVKlSheDgYHx9ffHx8cHV1fVvr2VGRgZpaWmkpKTkvH43XsOEhISc60lJSSQlJZGSkpLzeuZ+DU0mEyaTyegnrBQODg44ODjkdHdzcXHBzc0t5+Lu7o6HhwceHh54enr+4+Ll5ZVzf+4PZxcXFxwcHHJOuN04CZeenk5KSkrO30FcXByxsbFcvnyZ8+fPc/bs2ZxLUlLSP15PV1fXnA/rhIQEEhIScHV1JTs7+28nsKtWrUr79u3p0qULffr0wcvL657+Ru4mJSWFtm3bcvz4cfbu3Uu1atUsun9LEREOHTrEmjVrWLZsGRs3biQ7O5sqVaowaNAgBg8eTGhoqOUOmJEB338Pn30G5txC9epQuTIEBECpUnD+PBw/DidPQmYmBAfDI4/As88a21pQiUjyIsLhw4dZtmwZv/32G1u3biUrKwtvb2/atm1Lu3btaNeuHQ0bNsTd3d3CkReNrORk0g4dIu3IEVKPHeP6iROknD1LyvnzJF++bCQ+IBFIMl+SgVTzJQ2jcH5jBnM3wMN8CQTKAKWBqp6eVK9SBb9ataBuXWjQwLhUrQp5KBlkZWWxc+dOtm3bxq5du9i1axcxMTG3/JC6kRyVUjlJOS88PDzw9vbOScLu7u5/+zZ0o+cD/HXeKTs7m8zMzJyeEOnp6aSlpeV84N4o0RXmHO+Ojo6ULVuWkJAQQkJCqFChQs6lXLlyBAcHU7Zs2X8k688//5wXX3yR+vXr89///pdSpUoRGRnJhg0b+OOPP7hy5Qru7u7cf//9DBkyhB49euB4D63GzMxMoqOjOXToECdPnuTUqVP8+eef7Nq1i6tXr+Ll5ZXzGmZnZ+d8u3Rzc8Pb2xsfHx9KlSqFv78/AQEBBAYGEhQURFBQEKVLl875GRgYWOATySJCfHw8Bw4cyOm9tWnTJi5cuABA7dq1eeihh+jXrx+NGjWybJkrKwumTYPx4+HMGWjWDIYMgR49bp+4r1+HZctgzhyjxW8ywZNPwltvGYnfAqya5JVS3YHPAUdgmoh8cLtt85vkV6xYwZgxY4iJiQGgQYMG9OjRgx49etCyZcviVw8XgT//hL17Yc8e2L8foqKMFkHuBOTrC5UqQYUKUL48lC0LZcpAUBD4+Rn3lyoFHh7g5ga5Ws1kZ0NqKiQnQ1ISxMXB5ctw8SKcOmV8BT1+3LjcOGZQELRpY1w6d4Z69fKU9MEY0HT69GliYmKIjY3NaZ2mpaXlJGFHR8ecVvKNstmNEtTN5zkKq8eJiOS0wnNfkpOTuX79es6HwY1vDenp6TkfTiLyt4ExXl5eOfEGBgZSunRp/Pz88l3TXrp0KaNGjeLixYs8+eSTjB8/nsDAQEwmE1u3bmXOnDnMnz+fuLg4KleuzOjRoxk+fDgBAQF/2092djbR0dFs376d7du3s2vXLqKiosjMzMzZpnTp0jg7O3Pu3DkaNWpEq1atcHV1xcnJCQcHh5xvl2lpaX/79nrlyhXi4+O5cuXKbT8sfX19CQgIyOmOeOMDwtPTM6cbrVIq5wMlOTmZq1evcvXqVc6fP8/Jkyf/9u2nUqVKtGjRgi5dutC5c2cqVaqUr9f3ro4ehccfhx07oGVLGDcOunTJ8/8AYPx/vfcefPMNODsbif7ll6GAf89WS/JKKUfgKNAFOAvsAh4VkahbbZ/fJL93717efvttevXqRc+ePalQoUJBwi56mZmwaxds2gTbthmX2FjjPgcHuNGirlMHatc2anzVqhmJvLBdvw6HDhkfOFu3wh9/GB82ACEhRgvmwQeNP3YbGB1r75KSknjnnXf47LPPcHJyokePHvTv358ePXrg5+dHZmYmS5Ys4csvv2Tjxo24ubnRq1cvmjdvTkJCAjt27GDnzp05SdLPz4+mTZvSsGFDGjRoQFhYGOXLl+fjjz/mgw8+4LHHHmPmzJn33Bo2mUxcvXqVy5cv53RouHGJi4sjPj6euLi4nBLctWvXcj48b5QmHR0dcXR0xNPTEz8/P/z8/ChbtmxOibVWrVqEh4cTGBhYGC/1X0RgyhQjGbu6wtdfw4AB95bcb3biBLz6KvzyC7RoATNnQs2a+d6d1bpQAi2BVbmujwXG3m77EtWF8sQJkc8+E+nRQ8TTU8T4UxKpWVNk2DCRyZNFduwQscX5WM6cEZk+XeThh0VKlTLi9vUVGTpUZM0akWLcxa64OHTokDz//PNSrly5nO6r3t7eEhoaKi1atJDQ0FAJDAwUpVTO/YBUqFBBnnjiCZk5c6YcOXLkH90zd+7cKXXq1BFAhg8fbpUJ02yhy2iO9HSRxx83/sa7dhWxZLdgk0lkzhwRPz8Rd3eRb7/N966w1tw1SqmHge4i8qT5+mNAcxF5Ntc2I4GRABUrVmzy559/Flo8Vnf4MMyeDYsWGa1jMFrpnToZl3btoLBbJZaWkQFr18L8+cbzSkw0SkhPPAEjRhhlJK3Q3CjVbN26lXPnznHu3DmuXbuGr68vvr6+BAUFUbFiRaKjo1mxYgVHjx7F0dGR1q1bU7t2bapUqYKPjw+RkZHs3LmT/fv3ExwczLfffkuPHj2s/fSsKyEB+vUzes288w68+WbBWu+3c/48jBwJjz1mfEPIB2u25B/GqMPfuP4Y8NXttrfLlnxsrMgnn4g0bGi0BhwcRDp0EPn0U5Hjx60dnWWlphotky5dRJQScXQUeeQRkS1bjFaLZlUmk0n27dsnr7/+ujRr1kwCAwNzWvi+vr7SpUsXGTdunFy9etXaoVrfmTMideuKODmJzJxZ+Mcr4P8HVmzJtwTGiUg38/Wx5g+W/91qe7uZ1kAENm+GyZNh4UKjtdusGQwebHShsmQfXVt16hRMmmT0REhIMOqOb7wBvXoVTmtIy5ekpCSuXr1KhQoV9CC2Gy5ehPbtjT7vixYZ37Jt3J1a8oU9dG0XUEMpVUUp5QIMBJYU8jGtJzPT6CbVrJlRelmxAp5+Gg4cMM7IP/dcyUjwYPQX/vhjo5vZpEnGP06fPtCokXGyyYa67pZk3t7eVKxYUSf4G2JjjaR+7pzx/1sMEvzdFGqSF5Es4FlgFXAYmC8ihwrzmFaRnm602qtXh0GDjC6JU6YYfyiffw5hYdaO0Hq8vGD0aKP72YwZRrfNfv2MLmgbNlg7Ok37y9Wr0LWr0Xts6VJo3draEVmE3QyGsor0dPj2W/jgAyOht2gBr79ulCSKwfweaZnZJFzPJCE1g6S0LJLTskhOz8LZUeHq5Iirs4Px08kBN2dHAr1c8HF3LlirLyvL6C729tvGa9arF3z6qdEtVNOsJSPDmHpgyxYjwXfrZu2I7smdyjUleoKyfMvONnrJvPWWUXtu29ZopXbqZBP1ZhEhNjmdmNgU/rxynfMJqZxPSOViYjpXUtK5mpLJlZQMUjOz776zm7g5OxDs4055P3fK+3lQ0d+DGqW9qB3sTYiv+90/AJycjF43gwbBl18aA0PCwuCll4wPSAsPy9e0uxIxyqobNsAPPxS7BH83uiV/r1avNgZFHDgAjRvD//5376PeLOhqSgZ7Tl/lwLlrnIxNISbOuCSn/zW/iVIQ6OVKsI8bAZ4u+Hm64O9h/PT1cMbX3YVS7k54uznj4eJItklIzzKRlpmd8zMtM5vYpHQuXkvjQmIaZ6+mcubKda6kZOQcx9vNicYV/WhdPYDW1QMJLVsKB4e7vC4XLsBrr8GsWVCxIkydanf/ZJqN++ADGDvWaLS98461o8mXEjF3TaGLijKS+4oVxhwu48dD//5FWpbJzDYRfSGJyDNXiTxzjb1nrnIy1licQykI8XWnSqAnVQM9qRrkRZVATyoHeFLWxw0Xp8KJMzEtk2OXkom+mEjU+UR2xFzh+OVkAEp7u9KlThm61S1Li6oBd45hyxZjPo/oaKOP/YQJRTOiVyvZFi2Chx6CRx+Fn36yiW/i+aGTfEFcvWrMUTFpklFKePNNYxa53PPAFJL0rGx2xlxh8/E49v6ZwP5zCaRlGvOBBHi60LCCL40r+dGkkh/1y/vg4WIb1beL19LYfDyOdYcvsfFoLNczsvFxd6ZnvWAeaFiOZpX9b93CT0uD//4XPvrI6IX0009GVzZNKwxHj0J4OISGwsaNxvxOxZRO8vmRnQ3Tpxt14qtXYdQoIwEV8ojUM1eus/l4HBuPxPLHsVhSMrJxdlTUKedD44q+NK7oR8MKvpT3y0P92wakZWaz+Vgcy/afZ3XUJa5nZBPs48YDDUN4qHEINcvcYg3T3buNmv3x4/Cf/xhfo21kCTzNTqSkGB0lLlww5mUqbvNd3UQn+Xu1YweMGQMREUZ/9y++MKbatTAR4fSV6+yMucKuU1fYfvIKp69cB6BsKTc6hpamU+3StKoWiLtL4Sw2UJSuZ2SxJuoSi/eeY9OxOLJNQoMKvgxtWYle9YNxdcr1HJOTjW9MM2cas17+/HPJGWOgFS4RYzbJn36CVauMc2pWciUlgx0n49l2Mp5W1QLoHpa/qYd1ks+r2FjjJOB33xmrunzyCQwcaNE6XVpmNttOxLMu+hLro2M5l2CsCu/r4UzTyv60qR5I6+oBVAuy70Wu45LTWRJ5np92/MmJ2BQCvVwY1LwSj7WoRJB3rlLYTz8Z83r4+hqDqJo3t1rMmp345hujN8277xrfFIuQiHDkUhIrD15k9aFLRF1IBMDDxZFnO1Zn9H35W0xEJ/m7yc42enW8/rrRgnzhBaNE4H2LUkI+pGVms+FILMsPXGDd4UukZGTj4eJI6+qBtKsZRPMq/lQP8rp7TxQ7JCJsPh7HjC2nWBd9GRcnB/o1DuGptlWpGmTuTrlvH/Tta/SrnzwZhg+3btBa8RUVZdTh27Y1OlEUUceJzGwTi/ae45uNJzgRm4JSEF7Jj/tqlaZF1QDql/fB2TH/segkfyfbtxulmT17oGNHo+92nToF3m1qRjYbjlxm+cGL/G5O7P6eLnSrW5buYWVpUdX/7+UJjROxyUzfHMPCiLNkmYRBzSryQucaBHi5GutmPvoorFljfBi/916x7QmhWUl6uvFN8Px5YyGeIij/ZZuEhRFn+XL9Mc5cSSUspBSDmlWiS50yf//GWkA6yd/KzaWZCRMKvBDA1ZQM1h6+xJqoS2w6FktapiknsfeqF0yLqv44FeDTuqSIS07ni3XH+GnHaTycHRndoTpDW1XCwwFjioRvvzWmZZ02TS9UouXd//2fMbp66VLo3bvQD3fw3DXeWHSAfWevUb+8D893qkHH2qULpQyrk3xuN0ozb7xhzDHz4otGt8h8lmbSMrNZe9g4mbjhSCxZJiHYxy2nf3jzKjqx59fxy0mMXx7N79GXCfRy5Zn7qjG4WQXcPv7QqKV27mz0c9ajZLW7Wb3aGGT37LPGt/VClJqRzYTVR/huSwz+ni682bsO9zcoV6jn2HSSv2HXLqMluHs3dOgAX32Vr9JMWmY2G48aNfa1UUYppkwpVx5sGEKv+sHUC/Gx65OmRW33qStMXHOUrSfiCfF158N+9Wmz9TdjeoQWLeC338DHx9pharbq6lVj6gxfX+N/39290A518Nw1np+7lxOxKQxqXpF/d6uNj0fhrzGtk3xcnFHHnTbNqMNNmHDPvWYyskxsPh7L0n0XWBN1ieT0LPw8nOlWtyx9GpSjRdUAHEvgidOitPV4HP/59SAnY1MY3Lwi/0k/jPtjg6FhQ6MrnL+/tUPUbNGQITBvntE1unHjQjmEySR8s+kkE9ccwd/ThQn9G9KmRtGt8lZyk3zu0kxiIjz/vDH7YalSeXp4akY2m47FsurgRdYevkRiWhal3JzoERZMr/rBtKwWUKAz4tq9S8vM5pNVR5i+JYZyPu586X2ORv/3JKp2bWOZtoAAa4eo2ZKFC+Hhh405ad56q1AOkZiWyYtzI1kXfZme9coyvm89fD2K9lxRyUzyW7ca9be9e43SzJdfQt26d32YySRsj4lnYcQ5Vhy8kDMkv1NoaXqGBdOuZlChzQOj5d3uU1d4fdEBjl5KZkzGCV76+lUc6tUz1pvVpRsN4NIlo0xTqRJs2wbOli+bHLuUxMgfIjhz5Tpv9anDYy0qWaVUW7KmGs49q2FIiLFS0116zWSbhF2nrpgHKFzk/LU0vF2d6FO/HH0alKN5VX/dYrcx4ZX9+e25tszceorP1jpx7IGxTFn4HqpXL9SqVeDpae0QNWsSMc6/JSUZuaAQEvyGI5cZ89Me3F2cmDOyBU0r22a50H6SfGoqTJxoTP2bkWEk+jfeuG3Pi6xsE9tOxrP8gJHY41MycHFyoF2NQF7rGUrXOmVwc9b92G2Zs6MDT7atyv0NyvHSz76MSU9j0pKPyO5zP04rlhfJJHKajfr5Z2OE9IcfWmTcy80WRpzl3wv3U6usN9OHNqWsj+1ObmYfSX79ehg2DE6fNkZGfvSRsRTfTRLTMtl0NJZ1hy+z/shlEq5n4uHiSKfQMvQIK0v7mkF4utrHS1KSlC7lxswnmjGlWgCvZGcyYdkErj78KH6/LigWK3RpFhYba5RqmzY1+sZbkIhxgvWDFdG0rh7AlCFN8HYr/N4zBWEfGS0gAIKCjMms7rvvb3f9GZ/CmqhLrDt8mV2nrpBlEnw9nOlQqzTd6pblvlpBusVuBxwcFKPvq87uyq/zVXYyzy77hv2PjCBs3nQcdKmtZHn+eUhIMAY6WnD2UhFh4pqjfPn7cXrXD2bCIw2Kxaj1Ar0CSqmPgT5ABnACeEJEEsz3jQVGANnAcyKyqmCh3kH9+kYfeKUQEaIuJLLq0CVWHbzIkUtJANQs48WTbavSObQ0jSr66e6Odiq8sj81fv6CdQ8n0WnhDOYM9KLbjAn4e+qRsSXCr78a5+H++1/jpKuFiAifrD7CpPUnGNi0AuP71is2c00VqHeNUqor8LuIZCmlPgQQkX8rpeoAc4BmQDlgLVBTRO64qGh+e9dcvJbGmsOX2H4inu0n44lPycBBGf/w3eqWpUtoGSoGeNzzfrXiS7KzOd3jISqtWcLbQ97isQmvUL20Hhlr1xISjPp76dJGo89CJ1tFhI9WHWHyhhM82qwi7z8YZnMJvtB614jI6lxXtwMPm39/AJgrIulAjFLqOEbC31aQ493OntNXeXPxQYJ93GhfM4iW1QLoWLu0MbGVViIpR0cqLZ1Pcpv2jJ37AcPcAhjz6qO0rRFk7dC0wvLKK3D5MixbZtHeNJ+tPcbkDScY3Lwi7z5gewn+bixZkx8OzDP/HoKR9G84a77tH5RSI4GRABUrVszXgdvVDGLDy/dRKcBDTyeg/cXVFa/lS8lq2oyv573D/a4+PPPYfQxuXsnakWmWtm6dMaL93/+26KjWGVti+HzdMR5uUr5YJnjIQ5JXSq0FbjUn5xsi8qt5mzeALOCnew1ARKYCU8Eo19zr4wG8XJ3w0r1itFsJCsLpt2X4tWrF7CXv093Fk1NxKbzWI1Sfl7EXKSnw1FNQo4Yxot1CFu89x7ilUXSpU4YPHio+Nfib3TUzikjnO92vlBoG9AY6yV8F/nNA7kUTy5tvu2eZmZmcPXuWtLS0/DxcswA3NzfKly+PcyEMKCkSdeui5s2jQq9ezN85jd7Oz/Jn/HU+H9jILpZVLPHefBNiYozFuC00+djGo7G8/PM+mlfx58tHGxXrmWQLeuK1OzARaC8isblurwvM5q8Tr+uAGvk58RoTE4O3tzcBAQG6FGMFIkJ8fDxJSUlUqVLF2uEUzEcfwb//za5n/s0jPm1pWsmfacPCKWXj/Zy1O9i+HVq1glGjjFXDLODwhUT6T9lGeT93fn66pc33g4c7n3gt6MfTV4A3sEYpFamUmgIgIoeA+UAUsBIYc7cEfztpaWk6wVuRUoqAgAD7+Cb1yivwyCM0/eZj5lRMZM/pqwz6djvxyenWjkzLj/R0Y7rpkBBjZKsFXEpMY/iMXXi5OvH9E02LRYK/mwIleRGpLiIVRKSh+fJ0rvveF5FqIlJLRFYU5Dg6wVuX3bz+ShkDZOrWpcUbY/ihQyDHLiXzyDfbuHAt1drRaffqf/8z1mydMiXPM8veSUp6FsNn7CIxNZPvhjUl2Kfw5p0vSsW30KRp+eHpCYsXgwgtXx3Fj4PrczkxnYcnbyMmLsXa0Wl5deAAjB8PgwdDr14F3l1WtolnZ+8h+mISkwY3pk65gn9o2Aqd5IvYhg0b6F0E60tqd1C1Kvz4I0RG0vTjN5nzVHNSM7PpP2Ubhy8kWjs67W6ysowyjY8PfPZZgXcnIrz56yHWH4nlvQfDuK9W6YLHaEN0kreQ7Ox8nXLQrKVXL6NXxvffE7biZ+aPaomzo2LAN9vYfzbB2tFpdzJxojGiddIkCCz46kuTN55gzs7TjL6vGo82y99YHVtWrDqXv7P0EFHnLdvSqlOuFG/3ufNiIqdOnaJ79+40adKEPXv2ULduXWbNmkWdOnUYMGAAa9as4dVXX8Xf35+3336b9PR0qlWrxvfff4+XlxcrV67khRdewMPDgzZt2lg0fq0A3n7bWBLu2Wep3rgxPz/dkoFTt/P4dzuZN7Iltcrmb3F3rRBFRxsrPD30EPTvX+DdLd13no9WHuH+BuV4uWstCwRoe3RLPo+OHDnC6NGjOXz4MKVKleLrr78GICAggD179tC5c2fee+891q5dy549ewgPD2fixImkpaXx1FNPsXTpUiIiIrh48aKVn4mWw9ERZs+GMmXgkUco75DJ7Cdb4OrkwOBpOzgZm2ztCLXcsrPhiSeM8ypff31PazTfSuSZBF7+eR9NK/vxcf/6xXaw090Uq5b83VrchalChQq0bt0agCFDhvDFF18AMGDAAAC2b99OVFRUzjYZGRm0bNmS6OhoqlSpQo0aNXIeO3XqVCs8A+2WAgJg7lxo3x6GD6figgX89GQLBnyzjcHTdjB/VEsq+OvJ7WzC558b/eJ//NH4YC6AC9dSGTlrN0HerkwZ0qRYTBmcX7oln0c3dyO8cd3TvMyciNClSxciIyOJjIwkKiqK6dOnF3mcWj60amV0x/vlF/jqK6qX9uKHEc25npHNo99u51yC7l5pddHRxkpvffrAoEEF2tX1jCyemrWblPQspg9tavcTGeokn0enT59m2zZjEs3Zs2f/o7beokULtmzZwvHjxwFISUnh6NGj1K5dm1OnTnHixAkA5syZU7SBa3nz0ktGAnnpJdi1izrlSvHDiGZcS81k0LfbuXjNDgaDFVdZWfD44+DhAVOnFqhMIyK8umA/h84n8sWjjUrEeRed5POoVq1aTJo0idDQUK5evcozzzzzt/uDgoKYMWMGjz76KPXr188p1bi5uTF16lR69epF48aNKV3avrpn2Q2lYMYMCA42Fn5PSKB+eV9mDW9GfHIGj367nctJOtFbxYcfGr1pJk+GsreaKzHvJm88wbL9F3i1W206hRas5FNsiIjNXJo0aSI3i4qK+sdtRS0mJkbq1q1r7TCsyhbehyKxdauIk5PIQw+JmEwiIrIrJl5q/2eF9PhskySmZlg5wBJm714RZ2eRAQMKvKvfoy9J5deWyZifIsRkfm/tBbBbbpNXdUte03Jr2RI++CCnPg/GCmNfD2nMkUtJPP1jBBlZJisHWUKkpRllGn9/o098AcTEpfDcnL3ULluKjx6ubz9TdeSBTvJ5ULlyZQ4ePGjtMLSi8n//91d93jwraodapfmwX322HI/n5Z/3YTLlf/ZWLY/GjjWmL/juO6MXVD5dS81kxMxdODkopj7WBA+XYtWpsMB0kte0m92oz5ctC488YqwdCjzcpDyvdq/Fkn3nGb/8sFVDtHurVhlTFjz7LPTsme/dZJuE5+bs5XT8dSYPaVIiu8PqJK9pt+LvD/PmwZkz8OSTYF534Zn21RjWqjLTNsfw7aaTVg7STsXGwrBhxqLcH31UoF39b/lhNh6N5d0Hw2hRNf/fBoozneQ17XZatjRmOly40BhhiTE+4s3edehVL5j3lx/m18h8LXim3Y6IMfnYlSvGaOQCrPQ0f/cZpm2OYVirynY5J01e6SSvaXfy0kvGZGb/938QEQGAo4NiwiMNaFHVn5d/3seW43FWDtKOTJwIS5ca3SYbNMj3bvaevsp/Fh2kTfVA/tMr1IIBFj86yefRpUuXGDRoEFWrVqVJkya0bNmSRYsWFdnxT506RVhYGKtWraJhw4Y0bNgQLy8vatWqRcOGDXn88cfztJ/IyEiWL1+ec33cuHF88sknhRV28efgADNnGsPo+/fPqc+7OTsy9fFwqgZ68fSPERy7lGTdOO3Bli3w739D377w/PP53s3lxDSe/jGCsj5ufDWoeK/Pagkl+9nnkYjw4IMP0q5dO06ePElERARz587l7Nmzf9suKyur0GPp1q1bztQJ4eHh/PTTT0RGRjJr1qycbe407fHNSV7Lg4CAv+rzw4fn1OdLuTkzfVg4rk6OPDFjF7FJehnBfIuLMwahVapk9KbJZxfH9Kxsnv4xgsTULKY+3gRfDxcLB1r8WKQvkVLqJeATIEhE4pTRCfVzoCdwHRgmInsKfKAXXoDIyALv5m8aNrzrwgO///47Li4uPP10zuqGVKpUiX/961/MmDGDX375heTkZLKzs1m0aBHDhw/n5MmTeHh4MHXqVOrXr8+4cePw8vLi5ZdfBiAsLIxly5YB0KNHD9q0acPWrVsJCQnh119/xd3dnYiICIYPHw5A165d7xhj5cqV/zbt8ZQpU/jkk08IDw8nLi6O8PBwjh49yltvvUVqaiqbN29m7NixAERFRXHfffdx+vRpXnjhBZ577rl8vph2rGVLo4Tw0kvGRFkvvABAeT8Ppg8NZ8DUbTw1azdzR7bAzdl+J7sqFNnZMGSIccJ12zbw9c3XbkSE/yw6yJ7TCXw9uDG1y9rP6k4FUeCWvFKqAtAVOJ3r5h5ADfNlJGCZZdSt5NChQzRu3Pi29+/Zs4cFCxawceNG3n77bRo1asT+/fsZP358nsoox44dY8yYMRw6dAhfX18WLlwIwBNPPMGXX37Jvn378hTnjWmPBw4ceMv7XVxc+O9//8uAAQOIjIzMmUEzOjqaVatWsXPnTt555x0yMzPzdLwS58UX4YEHjAXBzfMYATSo4MtnAxqy72wCL8yNJFv3ob83b7xhdJn84gu4w//Z3Uxaf5yfI87yXKca9KwXbMEAizdLtOQ/BV4Ffs112wPALPNw2+1KKV+lVLCIXCjQkSyw1JcljBkzhs2bN+Pi4sKYMWPo0qUL/v7+AGzevDknSXfs2JH4+HgSE++80EmVKlVo2LAhAE2aNOHUqVMkJCSQkJBAu3btAHjsscdYseLO66HfSNr3qlevXri6uuLq6krp0qW5dOkS5cuXz9e+7NqN/vNNmsDDDxsnYs1zqXQPC+Y/verw7rIo3l0Wxdt96pSoUZX5Nneu8Q1p5EgYNSrfu/k18hyfrD5K30YhvNi5hgUDLP4K1JJXSj0AnBORm5uaIcCZXNfPmm+71T5GKqV2K6V2x8bGFiScQlO3bl327Pmr2jRp0iTWrVvHjXhvTDd8J05OTphMfw2HT0v7a7IrV9e/pjp1dHTMd20/dxy5j5f7WLdiqeOXCL6+xpQHV68aA6VyfesZ0aYKT7apwoytp5iq+9Df3d69xjmO1q3hyy/zvZudMVd45ef9NK/izwf96ukP15vcNckrpdYqpQ7e4vIA8DrwVkECEJGpIhIuIuFBQUEF2VWh6dixI2lpaUye/FfV6fr167fctm3btvz000+AsWh3YGAgpUqVonLlyjkfFHv27CEmJuaOx/T19cXX15fNmzcD5OwzrypXrkyEucvfggULcm739vYmKUn3BCmQBg1g+nT44w+jdJPL6z1D6V0/mP+tiNZ96O/k/Hl48EFj0NmCBeCSvxOkp+JSGPnDbsr7uzP1sXC7Xvwjv+6a5EWks4iE3XwBTgJVgH1KqVNAeWCPUqoscA6okGs35c23FUtKKRYvXszGjRupUqUKzZo1Y+jQoXz44Yf/2HbcuHFERERQv359XnvtNWbOnAlAv379uHLlCnXr1uWrr76iZs2adz3u999/z5gxY2jYsCEi91bnffnll5k8eTKNGjUiLu6vftwdOnQgKiqKhg0bMm/evHvap5bLo48aNfrPP4dcPZsczH3om1fx55Wf97P9ZLwVg7RR165Bjx7GgKclS/I9ffCNOWkAvhvaFB8PZ0tGaT9uNz3lvV6AU0Cg+fdewApAAS2AnXnZh61ONazp9+GWMjJEOnQQcXER2bbtb3clpGRIpwkbpN7bK+XoxUQrBWiD0tNFOnY0pnNetSrfu8nMypYh07ZL9dd/k20n4iwYYPGEFaYaXo7R0j8OfAuMLqTjaJr1ODvDzz9DhQpG6eHMX6ehfDycmfFEU1ydHRn2/S4uJ+oFRzCZjIW4f//dKHfdpVvw7YgIby85xB/H4ni/b70SOydNXlksyYtIZRGJM/8uIjJGRKqJSD0R2W2p42iaTQkIMIbhp6Ya3StTUnLuKu/nwffDmnL1egbDZ+4iJb0En9AWgWeeMeajGT/emCc+n776/Tg/7TjN0+2r8Uh4hbs/oITTI141raBCQ42ugPv2GbX6XL2TwkJ8mDSoMVHnE3l29h6yskvggiMixuCxqVONOeJfey3fu5q78zQT1hzlocYh/Lt7LcvFaMd0ktc0S+jRw1hJaulSePrpnKkPADrULs1/Hwhj/ZFY3l5y6J5PohdrIkZi/+ILI9G//36+pyxYG3WJ1xcdoF3NID7sV7JWdyqIkrVEiqYVpmeeMboGvveesSD4u+/m3DWkRSXOXk1lysYThPi5M/q+6lYMtIiYTEYPpC++MD74Jk7Md4LfGXOFMbP3EBbiw+TBjXEu4ZOO3Qud5DXNkv77X7h40Uj0gYF/m03x1W61OJ+QykcrjxDo6cojTe24npyVZSy2MnOm0YKfMCHfCf7Q+WuMmLGLED93ZjzRDE9Xnbbuhf44zIe7Tc+7ePFioqKi7rqfTZs20bhxY5ycnP42YEkrxpSCyZPhoYeM5JZrAWoHB8Un/RvQrmYQr/2yn1WHLlovzsKUmmqMBp45E955x2jBO+Qv1cTEpTD0u514uznx44jm+HvqWSXvlU7yhSCvSb5ixYrMmDGDQYMGFUFUWpFxcoI5c4zeNs8+m7OqFICLkwNThjSmfnlf/jVnL9tO2NlgqQsXoH17WLzYmGvqrbfy3YI/c+U6Q6btwCQwa0Rzyvnmf5WokqxYfe954YUXiLTwVMMNGzbkszxMfPb+++8zc+ZMSpcuTYUKFWjSpAnffvstU6dOJSMjg+rVq/PDDz8QGRnJkiVL2LhxI++99x4LFy7k999//8d2Hh4eVK5cGQCHfLZyNBvm4gLz5xsTmY0ZY9Snn30WAA8XJ74f1pRHvvlreuKwEB8rB2wBe/fC/fcbI1l/+cUYO5BP5xJSefTb7SSlZTL7qRZUL+1luThLGJ1d8uDGIiE3FtzYtcsYSv3QQw+xa9cu9u3bR2hoKNOnT6dVq1bcf//9fPzxx0RGRlKtWrVbbqeVAC4uxmCpBx6Af/0L3n47p9eNn6cLs0Y0w8fdmWHf7yQmLuUuO7NhIsbsnG3aGNe3bClQgr9wLZVHp27nWmomPz7Z3D4+AK2oWLXk89LiLgx//PEHffv2xcPDA4D7778fgIMHD/Kf//yHhIQEkpOT6dat2y0fn9ftNDvk6mpMwDVqlHFS9tIlo07v6EiwjzuzRjSj/5RtPDZ9BwufaUWZUm7WjvjeJCXB6NHw449w333GYKfg/M/lfjr+OkOm7+BqSgY/PNmc+uV9LRZqSaVb8gUwbNgwvvrqKw4cOMDbb7992yl987qdZqecnGDaNGMQ0DffGC1781qx1YK8mPFEU66mZDB42g4uJxWjv41t2yA83Ejs48bB2rUFSvDRFxPpN2UriWmZzBrRjIYVfC0Wakmmk3wetGvXjsWLF5OamkpSUhJLly4FICkpieDgYDIzM/82FfDN0/nebjutBFEK/vc/4yTsqlVGcty/H4D65X2ZPqwp564aZQqbn+cmJcXoOdS6NaSlwbp1RinKMf/T/Eb8eYVHpmzDUSl+HtWSRhX9LBdvCaeTfB40btyYAQMG0KBBA3r06EHTpk0BePfdd2nevDmtW7emdu3aOdsPHDiQjz/+mEaNGnHixInbbrdr1y7Kly/Pzz//zKhRo6hbt26RPzetiD3zDGzcaHQzbNHCmKhLhBZVA5jxRFMuXEtj4Lc2muhFjF4z9eoZUyyPHg0HDxplmgJYfegig6ftIMDLlQXPtKRGGW+LhKuZ3W56Smtc9FTDtku/DxZ28aIxTTGI9OwpcvasiIjsOBkvoW+ukHYf/S6n4pKtHGQukZF/xRsaKrJxo0V2O3NrjFR5bZnc/9VmiU1Ks8g+SyKsMNWwpml3UqaMUcP+4gvYsAHq1oUpU2hWoRQ/Ptmca6mZ9Ju8lQNnr1k3zn37YMAAaNTIKC999ZXx07z2cH5lm4T/LT/MW78eomPt0sx9qgWBXq53f6B2z3SS1zRrcXAwulbu3w8NGxqlnLAwGkdsYMGolrg6OTJg6jY2HS3itY9FjDnf77/fiGvFCuOk8bFjRp9/p4J1yktMy+TJmbv4ZtNJHmtRiSlDmuDuopftKyw6yWuatVWrBuvXG/VuBwd46CGq92jPcp8TVPN2ZPiMXczfdeauuymwy5eNUaqhodCpE2zdanT7/PNPYw54v4KfDD0Rm8yDk7bwx7E43nswjHcfDMNJTzZWqIpVP3lNs1tKGV0re/Uy1oydMAGf0SP5NTCQFU26MfVsY84O7smLXWtZdord8+dh+XKYN89ovZtMxgnhWbOgf39ws1y//V8jz/HGooO4Ojnw05PNaa5XdCoSOslrmi1xcoLhw3OWyXP48kt6/jaPXlk/cW7xB2xufh9NBvXCo0N7qFTp3uaFEYGYGIiIMFrpa9bAoUPGfdWrG/O+DxwIYWEWfUop6Vm8veQQCyLO0qSSH1882ogQPQ9NkdFJXtNskVJGyaRTJ9TVq8iSJWR8M4tGm5bhsfZnYxt/f6hSxbiEhICnJ3h4GNMppKcbfdgTE+HsWWP92ePHcwZh4epqTEPw+OPGWqsNGuR7IrE72RlzhVcX7OP0les816kGz3WsrsszRazASV4p9S9gDJAN/CYir5pvHwuMMN/+nIisKuixbMW4cePw8vLi5ZdfvuX9ixcvpmbNmtSpU+eO+5k4cSLTpk3DycmJoKAgvvvuOypVqlQYIWvFmZ8fauhQqgwdyp6YOL7+YhHlDu3hQccrNMhOwPHAAaNVnpLyt6UHUQq8vIyFxitUMAZgNWoETZoYrXXXwuvNkpSWyYcro/lx+2kq+Lsz+6kWesFtKylQkldKdQAeABqISLpSqrT59jrAQKAuUA5Yq5SqKSLZBQ24OFi8eDG9e/e+a5Jv1KgRu3fvxsPDg8mTJ/Pqq68yb968IopSK44aVwnkiw+f4P3fWvDQjtNUCvDgfw/Vo1W1QGODjAzj4upqlH6KeIk8k0lYsu88H66M5mJiGiPaVOGlrjXxcNFFA2tRUoD1JpVS84GpIrL2ptvHAojI/8zXVwHjRGTbnfYXHh4uu3fv/ttthw8fJjQ0FLC9qYZ9fHxuOdVw79698fHxwcfH545TDee2d+9enn32WbZs2WLR52cpud8HzTZsPRHH678c4FT8dfo3Kc9LXWtR1sd6E5ztOnWF95ZFse/sNcJCSvHfB8JorKcnKBJKqQgRCb/VfQUtjtUE2iqldiilNiqlmppvDwFy9/k6a77tVsGNVErtVkrtjo0t4v7AeVQUUw1Pnz6dHj16FPVT04qxVtUCWflCO0a1r8riyHO0/3g9H6yI5tr1zCKLQUTYejyOwdO203/KNi4mpjGhfwOWjGmjE7yNuOt3KKXUWqDsLe56w/x4f6AF0BSYr5Sqei8BiMhUYCoYLfk7bWuvUw3/+OOP7N69m40bNxbuE9HsjpuzI2N7hDKkeSU+XXOUbzad4Kftf/Jo84oMa1W50FZTunY9k98OXGDe7jPsO5NAkLcrr/eszZAWlXRpxsbc9d0Qkc63u08p9Qzwi3nuhJ1KKRMQCJwDcq9SXN58m10ZNmwYixcvpkGDBsyYMYMNGzbc83Zr167l/fffZ+PGjbgW4okwzb5V8Pdg4oCGPNWuKl9vOMH0zTF8tzmG7mFl6VUvmHY1gwq8APbp+OtsPh7HhiOX2XAkloxsE9VLe/F+3zD6NS6Pm7MetWqLCvqRuxjoAKxXStUEXIA4YAkwWyk1EePEaw1gZwGPZTXt2rVj2LBhjB07lqysLJYuXcqoUaP+MYVwSIhRkbrbVMM3ttu7dy+jRo1i5cqVlC5d2irPTbMvocGl+PLRRvy7ey2+23yKX/aeZdn+C7g4OdC8ij/1y/sQGlyK2mW9CfZxv2XiT8/KJj45g/MJqew/e43IMwnsOX2Vs1dTAShbyo0hLSrxUOMQ6pYrZdnBWZrFFTTJfwd8p5Q6CGQAQ82t+kPmk7JRQBYwpjj3rMk91XDp0qX/MdVwUFAQzZs3z0nsAwcO5KmnnuKLL75gwYIFt93ulVdeITk5mf79+wPGwt5LliyxzpPU7Ep5Pw/e6lOH13vWZvefV1l96BJbT8TxzcaTZJn+qop6uzkR6OVKZraJ9CwTaRnZJKVn/W1fwT5uNKzgy8h2VWldPZCqgZ46sRcjBepdY2l3612jWY9+H+xDelY2xy4lc/xyMheupXEpMY34lAycHRWuTo64OTsQ4OlCgJcrpb1dCQvxKX5LEpZAd+pdo8+QaFoJ4urkSFiIj14cuwTR44s1TdPsWLFI8rZUUiqJ9OuvacWXzSd5Nzc34uPjdaKxEhEhPj4eNwtOOatpWtGx+Zp8+fLlOXv2LLY6GrYkcHNzo3z58tYOQ9O0fLD5JO/s7EyVKlWsHYamaVqxZPPlGk3TNC3/dJLXNE2zYzrJa5qm2TGbGvGqlIoF/sznwwMx5s0pSfRzLhn0cy4ZCvKcK4lI0K3usKkkXxBKqd23G9Zrr/RzLhn0cy4ZCus563KNpmmaHdNJXtM0zY7ZU5Kfau0ArEA/55JBP+eSoVCes93U5DVN07R/sqeWvKZpmnYTneQ1TdPsmF0keaVUd6XUEaXUcaXUa9aOpzAopSoopdYrpaKUUoeUUs+bb/dXSq1RSh0z//SzdqyWpJRyVErtVUotM1+vopTaYX6v5ymlXKwdoyUppXyVUguUUtFKqcNKqZYl4D1+0fw3fVApNUcp5WZv77NS6jul1GXzUqk3brvl+6oMX5if+36lVOOCHLvYJ3mllCMwCegB1AEeVUrVsW5UhSILeElE6gAtgDHm5/kasE5EagDrzNftyfPA4VzXPwQ+FZHqwFVghFWiKjyfAytFpDbQAOO52+17rJQKAZ4DwkUkDHAEBmJ/7/MMoPtNt93ufe0B1DBfRgKTC3LgYp/kgWbAcRE5KSIZwFzgASvHZHEickFE9ph/T8L45w/BeK4zzZvNBB60SoCFQClVHugFTDNfV0BHYIF5E3t7vj5AO2A6gIhkiEgCdvwemzkB7kopJ8ADuICdvc8isgm4ctPNt3tfHwBmiWE74KuUCs7vse0hyYcAZ3JdP2u+zW4ppSoDjYAdQBkRuWC+6yJQxlpxFYLPgFcBk/l6AJAgIlnm6/b2XlcBYoHvzSWqaUopT+z4PRaRc8AnwGmM5H4NiMC+3+cbbve+WjSn2UOSL1GUUl7AQuAFEUnMfZ8Y/WHtok+sUqo3cFlEIqwdSxFyAhoDk0WkEZDCTaUZe3qPAcx16AcwPuDKAZ78s6xh9wrzfbWHJH8OqJDrennzbXZHKeWMkeB/EpFfzDdfuvFVzvzzsrXis7DWwP1KqVMYJbiOGPVqX/PXerC/9/oscFZEdpivL8BI+vb6HgN0BmJEJFZEMoFfMN57e36fb7jd+2rRnGYPSX4XUMN8Nt4F46TNEivHZHHmevR04LCITMx11xJgqPn3ocCvRR1bYRCRsSJSXkQqY7ynv4vIYGA98LB5M7t5vgAichE4o5SqZb6pExCFnb7HZqeBFkopD/Pf+I3nbLfvcy63e1+XAI+be9m0AK7lKuvcOxEp9hegJ3AUOAG8Ye14Cuk5tsH4OrcfiDRfemLUqdcBx4C1gL+1Yy2E534fsMz8e1VgJ3Ac+BlwtXZ8Fn6uDYHd5vd5MeBn7+8x8A4QDRwEfgBc7e19BuZgnHPIxPjGNuJ27yugMHoMngAOYPQ8yvex9bQGmqZpdsweyjWapmnabegkr2maZsd0ktc0TbNjOslrmqbZMZ3kNU3T7JhO8pqmaXZMJ3lN0zQ79v+X8bnwkK8mlwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1th class\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2th class\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3th class\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "i =0\n",
    "for m in range(len(train_loader)):\n",
    "        print('{}th class'.format(m))\n",
    "        for batch in test_loader[m]:\n",
    "                data1,data2,label = batch\n",
    "                data1 = torch.as_tensor(data1)\n",
    "                data2 = torch.as_tensor(data2)\n",
    "                data1 = data1.type(torch.FloatTensor)\n",
    "                data2 = data2.type(torch.FloatTensor)\n",
    "                data1 = data1.cuda() #data1用于输入网络，类型为tensor    data用于画图，类型为np。因为不需要对data的数值进行改动所以进行了浅拷贝\n",
    "                data2 = data2.cuda() #data1用于输入网络，类型为tensor    data用于画图，类型为np。因为不需要对data的数值进行改动所以进行了浅拷贝\n",
    "                # label =label.to(device)\n",
    "                #data1 = data1.reshape(-1,1,101)  #CNN需要,FC时注释掉\n",
    "                pred = Net[m](data1,data2)\n",
    "                #pred = pred.reshape(-1,101,1)    #CNN徐，FC时注释掉\n",
    "                pred = pred.cpu()\n",
    "                pred = pred.data.numpy()\n",
    "                pred=np.squeeze(pred)\n",
    "                label=np.squeeze(label)\n",
    "                data1 =data1.cpu()\n",
    "                data2 =data2.cpu()\n",
    "                data1 = np.squeeze(data1)\n",
    "                data2 = np.squeeze(data2)\n",
    "                #利用plot画图\n",
    "                plt.figure(i)\n",
    "                plt.title('class'+str(m)+'sample'+str(i))\n",
    "                plt.plot(pred, label='pred')\n",
    "                plt.plot(label, color='red', label='GroundTruth')\n",
    "                plt.plot(data1*100, color='black', label='data1')\n",
    "                plt.plot(data2*100, color='black', label='data2')\n",
    "                plt.legend()\n",
    "                #增\n",
    "                figname ='./image_Mission1_FC_seperate/imag_ {}.jpg'.format(i)\n",
    "                plt.savefig(figname)\n",
    "                plt.show()\n",
    "                plt.close()\n",
    "                i +=1\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Net[0].state_dict().keys()\n",
    "for i in range(len(test_loader)):\n",
    "    print(i)\n",
    "    # print(Net[i].fc1.weight)\n",
    "    # print(Net[i].fc2.weight)\n",
    "    # print(Net[i].out.weight)\n",
    "    w1 =Net[i].fc1.weight.cpu().data.numpy()\n",
    "    w2 =Net[i].fc2.weight.cpu().data.numpy()\n",
    "    w3 =Net[i].out.weight.cpu().data.numpy()\n",
    "    w1 = np.squeeze(w1)\n",
    "    w2 = np.squeeze(w1)\n",
    "    w3 = np.squeeze(w1)\n",
    "    #ss\n",
    "    plt.figure(i)\n",
    "    plt.title('Net'+str(i))\n",
    "    plt.plot(w1, label='fc1.weight')\n",
    "    plt.plot(w2, color='red', label='fc2.weight')\n",
    "    plt.plot(w3, color='black', label='out.weight')\n",
    "    plt.legend()\n",
    "    #figname ='./image_Mission1_FC/imag_ {}.jpg'.format(i)\n",
    "    #plt.savefig(figname)\n",
    "    plt.show()\n",
    "    plt.close()\n",
    "    "
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "e3b95d8d6e207246d09e19daee9bbc5bbe4502ff924268508716ea3969933742"
  },
  "kernelspec": {
   "display_name": "Python 3.7.11 ('pytorch')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
